refactor for better support of streaming and etc ...

Controllers/XAiServiceControllerBase.cs

@@ -1,7 +1,9 @@
 using System;
+using System.Text.Json;
 using System.Threading;
 using System.Threading.Tasks;
 using Microsoft.AspNetCore.Authorization;
+using Microsoft.AspNetCore.Http;
 using Microsoft.AspNetCore.Mvc;
 using Microsoft.Extensions.Logging;
 using xAiApi.Interfaces;
@@ -12,7 +14,7 @@ using xCommons.Providers;
 namespace xAiApi.Controllers
 {
     [Authorize]
-    [Route ("[controller]")]
+    [Route("[controller]")]
     public abstract class XAiServiceControllerBase<TAiService> : XBaseController, IXAiServiceControllerBase
     where TAiService : IXAiServiceBase
     {
@@ -39,8 +41,8 @@ namespace xAiApi.Controllers
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
         [AllowAnonymous]
-        [HttpGet("Ask")]
+        [HttpGet("AskText")]
-        public virtual async Task<ActionResult<string>> Ask(
+        public virtual async Task<ActionResult<string>> AskText(
             [FromQuery] string question,
             CancellationToken cancellationToken = default
         )
@@ -53,7 +55,7 @@ namespace xAiApi.Controllers
                 ValidationProvider.NotEmpty(question);
 
                 //
-                var result = await aiService.AskAsync(
+                var result = await aiService.AskTextAsync(
                     prompt: question,
                     cancellationToken: cancellationToken
                 );
@@ -68,5 +70,85 @@ namespace xAiApi.Controllers
                 return result;
             }
         }
+
+        /// <summary>
+        /// Ask Question and Get Response Stream ...
+        /// </summary>
+        /// <param name="question"></param>
+        /// <param name="cancellationToken"></param>
+        /// <returns></returns>
+        [AllowAnonymous]
+        [HttpGet("AskTextStream")]
+        public virtual async Task AskTextStream(
+            [FromQuery] string question,
+            CancellationToken cancellationToken = default
+        )
+        {
+            //
+            try
+            {
+                //
+                // Validate ...
+                ValidationProvider.NotEmpty(question);
+
+                //
+                // Configure SSE Response Headers ...
+                Response.Headers["X-Accel-Buffering"] = "no";
+                Response.Headers["Connection"] = "keep-alive";
+                Response.Headers["Content-Type"] = "text/event-stream";
+                Response.Headers["Cache-Control"] = "no-cache, no-store";
+
+                //
+                // Disable response buffering ...
+                var responseBodyFeature = HttpContext.Features
+                    .Get<Microsoft.AspNetCore.Http.Features.IHttpResponseBodyFeature>();
+                responseBodyFeature?.DisableBuffering();
+
+                //
+                // Stream Response ...
+                var jsonOptions = new JsonSerializerOptions
+                {
+                    Encoder = System.Text.Encodings.Web.JavaScriptEncoder.UnsafeRelaxedJsonEscaping
+                };
+
+                //
+                var enumerable = aiService.AskTextAsEnumerable(
+                    prompt: question,
+                    cancellationToken: cancellationToken
+                );
+
+                //
+                await foreach (var chunk in enumerable)
+                {
+                    //
+                    // Skip empty chunks ...
+                    if (string.IsNullOrEmpty(chunk))
+                    {
+                        continue;
+                    }
+
+                    //
+                    // Build SSE message ...
+                    // Format:  data: <json>\n\n
+                    // var payload = JsonSerializer.Serialize(
+                    //     new { text = chunk },
+                    //     jsonOptions
+                    // );
+                    var payload = chunk;
+
+                    //
+                    // Write SSE Event ...
+                    await Response.WriteAsync($"{payload}\n\n", cancellationToken);
+                    await Response.Body.FlushAsync(cancellationToken);
+                }
+
+                //
+                await Response.Body.FlushAsync(cancellationToken);
+            }
+            catch (Exception)
+            {
+                await Response.Body.FlushAsync();
+            }
+        }
     }
 }

Interfaces/IXAiEmbeddingServiceBase.cs

@@ -34,11 +34,9 @@ namespace xAiApi.Interfaces
         );
 
         /// <summary>
-        /// Access Embedding Client ...
+        /// Embedding Generator ...
         /// </summary>
         /// <returns></returns>
-        OllamaApiClient GetEmbeddingClient();
-
         IEmbeddingGenerator<string, Embedding<float>> GetEmbeddingGenerator();
     }
 }

Interfaces/IXAiServiceBase.cs

@@ -18,7 +18,7 @@ namespace xAiApi.Interfaces
         /// <param name="prompt"></param>
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
-        Task<string> AskAsync(
+        Task<string> AskTextAsync(
             string prompt,
             CancellationToken cancellationToken = default
         );
@@ -29,7 +29,7 @@ namespace xAiApi.Interfaces
         /// <param name="prompt"></param>
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
-        IAsyncEnumerable<string> AskAsEnumerable(
+        IAsyncEnumerable<string> AskTextAsEnumerable(
             string prompt,
             CancellationToken cancellationToken = default
         );

Interfaces/IXAiServiceControllerBase.cs

@@ -12,8 +12,20 @@ namespace xAiApi.Interfaces
         /// <param name="question"></param>
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
-        [HttpGet("Ask")]
+        [HttpGet("AskText")]
-        Task<ActionResult<string>> Ask(
+        Task<ActionResult<string>> AskText(
+            [FromQuery] string question,
+            CancellationToken cancellationToken = default
+        );
+
+        /// <summary>
+        /// Ask Question and Get Response Stream ...
+        /// </summary>
+        /// <param name="question"></param>
+        /// <param name="cancellationToken"></param>
+        /// <returns></returns>
+        [HttpGet("AskTextStream")]
+        Task AskTextStream(
             [FromQuery] string question,
             CancellationToken cancellationToken = default
         );        

Providers/XAIServiceBase.cs

@@ -47,7 +47,7 @@ namespace xAiApi.Providers
         /// <param name="prompt"></param>
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
-        public virtual async Task<string> AskAsync(
+        public virtual async Task<string> AskTextAsync(
             string prompt,
             CancellationToken cancellationToken = default
         )
@@ -81,10 +81,6 @@ namespace xAiApi.Providers
             // Retrieve Response Text ...
             var result = response.Text;
 
-            //
-            // Dispose Client ...
-            client.Dispose();
-
             //
             return result;
         }
@@ -95,7 +91,7 @@ namespace xAiApi.Providers
         /// <param name="prompt"></param>
         /// <param name="cancellationToken"></param>
         /// <returns></returns>
-        public virtual async IAsyncEnumerable<string> AskAsEnumerable(
+        public virtual async IAsyncEnumerable<string> AskTextAsEnumerable(
             string prompt,
             [EnumeratorCancellation]
             CancellationToken cancellationToken = default
@@ -117,7 +113,6 @@ namespace xAiApi.Providers
             );
 
             //
-            var result = "";
             await foreach (var res in enumerable)
             {
                 //
@@ -128,15 +123,8 @@ namespace xAiApi.Providers
                 }
 
                 //
-                result += res.Text;
+                yield return res.Text;
             }
-
-            //
-            // Dispose Client ...
-            client.Dispose();
-
-            //
-            yield return result;
         }
 
         /// <summary>
@@ -172,6 +160,7 @@ namespace xAiApi.Providers
                     var ollamaClient = new OllamaApiClient(httpClient, model);
                     result =
                         new ChatClientBuilder(ollamaClient)
+                        .UseFunctionInvocation()
                         .Build();
                     break;
                 
@@ -188,9 +177,12 @@ namespace xAiApi.Providers
                         }
                     );
                     result =
+                        new ChatClientBuilder(
                             openAiClient
                             .GetChatClient(model)
-                        .AsIChatClient();
+                        .AsIChatClient())
+                        .UseFunctionInvocation()
+                        .Build();
                     break;
 
                 //
@@ -206,29 +198,6 @@ namespace xAiApi.Providers
                     break;
             }
 
-            // //
-            // if (isOllamaBased)
-            // {
-            // }
-            // else if (isDeepSeekBased)
-            // {
-            //     //
-            //     if (apiKey is null ||
-            //         string.IsNullOrWhiteSpace(apiKey))
-            //     {
-            //         throw new Exception("Inavlid Args ...");
-            //     }
-
-            //     //
-            //     var deepseekClient = new DeepSeekChatClient(apiKey: apiKey);
-            //     result = deepseekClient;
-            // }
-            // else
-            // {
-            //     //
-            //     // TODO: Implement this ...
-            // }
-
             //
             if (result.IsNullOrDefault())
             {
@@ -330,7 +299,7 @@ namespace xAiApi.Providers
             // Preparing Introduction Prompt ...
             var introductionPrompt = new ChatMessage(
                 ChatRole.System,
-                configuration.GetPrompt()
+                configuration.GetPrompt(XAiApiConstants.XAiApiIntroductionPromptName)
             );
 
             //
@@ -339,7 +308,7 @@ namespace xAiApi.Providers
                 introductionPrompt,
             ];
             if (forceMessage &&
-                message is not null)
+                !message.IsNullOrDefault())
             {
                 result.Add(message);
             }

Providers/XAiEmbeddingServiceBase.cs

@@ -37,11 +37,7 @@ namespace xAiApi.Providers
             XAiApiConfiguration configuration,
             ILogger<XAiEmbeddingServiceBase> logger,
             string embeddingModelName = XAiApiConstants.XAiEmbeddingModelName
-        ) : base(
+        ) : base(dataProvider, logger, configuration)
-            dataProvider,
-            logger,
-            configuration
-        )
         {
             //
             // Prepare Embedding Model Descriptor ...
@@ -75,15 +71,13 @@ namespace xAiApi.Providers
 
             //
             using var generator = GetEmbeddingGenerator();
+
+            //
             GeneratedEmbeddings<Embedding<float>> response = null;
-            try
+            response = await generator.GenerateAsync(
-            {
+                values: [content],
-                response = await generator.GenerateAsync([content]);
+                cancellationToken: cancellationToken
-            }
+            );
-            catch (Exception ex)
-            {
-                logger.LogError(ex.Message);
-            }
 
             //
             if (response.IsNullOrDefault())
@@ -103,40 +97,6 @@ namespace xAiApi.Providers
                 XException.ActionFailed.Throw();
             }
 
-            //
-            // Retrieve Ollama Client ...
-            // using var client = GetEmbeddingClient();
-
-            // //
-            // // Create Embedding Request ....
-            // var request = new EmbedRequest
-            // {
-            //     Input = [content],
-            //     Model = descriptor.LLM,
-            // };
-
-            // //
-            // // Make Request and Recieve Response ...
-            // var response = await client.EmbedAsync(
-            //     request: request,
-            //     cancellationToken: cancellationToken
-            // );
-            // if (response.IsNullOrDefault())
-            // {
-            //     XException.ActionFailed.Throw();
-            // }
-
-            // //
-            // // Generae Result ...
-            // var result = response?
-            //     .Embeddings?
-            //     .FirstOrDefault()
-            //     ?? [];
-            // if (result.Length == 0)
-            // {
-            //     XException.ActionFailed.Throw();
-            // }
-
             //
             // Normalize ...
             VectorHelper.Normalize(result);
@@ -166,41 +126,25 @@ namespace xAiApi.Providers
             }
 
             //
-            // Retrieve Ollama Client ...
+            using var generator = GetEmbeddingGenerator();
-            using var client = GetEmbeddingClient();
 
             //
-            // Create Embedding Request ....
+            GeneratedEmbeddings<Embedding<float>> response = null;
-            var request = new EmbedRequest
+            response = await generator.GenerateAsync(
-            {
+                values: [.. batch],
-                Input = [.. batch],
-                Model = descriptor.LLM,
-            };
-
-            //
-            // Make Request and Recieve Response ...
-            var response = await client.EmbedAsync(
-                request: request,
                 cancellationToken: cancellationToken
             );
+
+            //
             if (response.IsNullOrDefault())
             {
                 XException.ActionFailed.Throw();
             }
 
             //
-            // Generae Result ...
+            var result = response
-            var result = response?
+                .Select(e => e.Vector.ToArray())
-                .Embeddings
+                .ToList();
-                .ToArray()
-                ?? [];
-
-            //
-            // Validate Result ...
-            if (result.Length == 0)
-            {
-                XException.ActionFailed.Throw();
-            }
 
             //
             // Normalize ...
@@ -214,18 +158,9 @@ namespace xAiApi.Providers
         }
 
         /// <summary>
-        /// Access Embedding Client ...
+        /// Embedding Generator ...
         /// </summary>
         /// <returns></returns>
-        public OllamaApiClient GetEmbeddingClient()
-        {
-            //
-            var result = new OllamaApiClient(new Uri(descriptor.Url));
-
-            //
-            return result;
-        }
-
         public IEmbeddingGenerator<string, Embedding<float>> GetEmbeddingGenerator()
         {
             //